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## microgpt.py
"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

## Program.cs
using System;
using System.Collections.Generic;
using System.Linq;
using System.Runtime.CompilerServices;
using System.Net;
using System.Reflection;
using System.Runtime.InteropServices;
namespace Test
{
    // CCOB IS THE GOAT

## gist:a477ab4d8e5595d639132e6bcac015f2
## Workflow Orchestration

### 1. Plan Node Default
- Enter plan mode for ANY non-trivial task (3+ steps or architectural decisions)
- If something goes sideways, STOP and re-plan immediately - don't keep pushing
- Use plan mode for verification steps, not just building
- Write detailed specs upfront to reduce ambiguity

### 2. Subagent Strategy
- Use subagents liberally to keep main context window clean

## .gitignore
# Compiled source #
###################
*.com
*.class
*.dll
*.exe
*.o
*.so

# Packages #

## repair-mysql-data.ps1
# Based on this answer: https://stackoverflow.com/a/61859561/1956278

# Backup old data
Rename-Item -Path "./data" -NewName "./data_old"

# Create new data directory
Copy-Item -Path "./backup" -Destination "./data" -Recurse
Remove-Item "./data/test" -Recurse
$dbPaths = Get-ChildItem -Path "./data_old" -Exclude ('mysql', 'performance_schema', 'phpmyadmin') -Recurse -Directory
Copy-Item -Path $dbPaths.FullName -Destination "./data" -Recurse

## The Best Medium-Hard Data Analyst SQL Interview Questions
# The Best Medium-Hard Data Analyst SQL Interview Questions

By Zachary Thomas ([zthomas.nc@gmail.com](mailto:zthomas.nc@gmail.com), [Twitter](https://twitter.com/zach_i_thomas), [LinkedIn](https://www.linkedin.com/in/thomaszi/))

**Tip: **See the Table of Contents (document outline) by hovering over the vertical line on the right side of the page

## Background & Motivation

> The first 70% of SQL is pretty straightforward but the remaining 30% can be pretty tricky.

## EasyEffects Microphone Preset: Masc NPR Voice + Noise Reduction.json
{
    "input": {
        "blocklist": [],
        "compressor#0": {
            "attack": 15.0,
            "boost-amount": 0.0,
            "boost-threshold": -72.0,
            "bypass": false,
            "dry": -80.01,
            "hpf-frequency": 10.0,
	"""
	The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp
	using System;
	using System.Collections.Generic;
	using System.Linq;
	using System.Runtime.CompilerServices;
	using System.Net;
	using System.Reflection;
	using System.Runtime.InteropServices;
	namespace Test
	{
	// CCOB IS THE GOAT
	## Workflow Orchestration

	### 1. Plan Node Default
	- Enter plan mode for ANY non-trivial task (3+ steps or architectural decisions)
	- If something goes sideways, STOP and re-plan immediately - don't keep pushing
	- Use plan mode for verification steps, not just building
	- Write detailed specs upfront to reduce ambiguity

	### 2. Subagent Strategy
	- Use subagents liberally to keep main context window clean
	# Compiled source #
	###################
	*.com
	*.class
	*.dll
	*.exe
	*.o
	*.so

	# Packages #
	# Based on this answer: https://stackoverflow.com/a/61859561/1956278

	# Backup old data
	Rename-Item -Path "./data" -NewName "./data_old"

	# Create new data directory
	Copy-Item -Path "./backup" -Destination "./data" -Recurse
	Remove-Item "./data/test" -Recurse
	$dbPaths = Get-ChildItem -Path "./data_old" -Exclude ('mysql', 'performance_schema', 'phpmyadmin') -Recurse -Directory
	Copy-Item -Path $dbPaths.FullName -Destination "./data" -Recurse
	# The Best Medium-Hard Data Analyst SQL Interview Questions

	By Zachary Thomas ([zthomas.nc@gmail.com](mailto:zthomas.nc@gmail.com), [Twitter](https://twitter.com/zach_i_thomas), [LinkedIn](https://www.linkedin.com/in/thomaszi/))

	Tip: See the Table of Contents (document outline) by hovering over the vertical line on the right side of the page

	## Background & Motivation

	> The first 70% of SQL is pretty straightforward but the remaining 30% can be pretty tricky.
	{
	"input": {
	"blocklist": [],
	"compressor#0": {
	"attack": 15.0,
	"boost-amount": 0.0,
	"boost-threshold": -72.0,
	"bypass": false,
	"dry": -80.01,
	"hpf-frequency": 10.0,